{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import scrublet as scr\n",
    "import scipy.io\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Download 8k PBMC data set from 10X Genomics\n",
    "##### Only do this once"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Download raw data by navigating to the following URL in your web browser:\n",
    "# http://cf.10xgenomics.com/samples/cell-exp/2.1.0/pbmc8k/pbmc8k_filtered_gene_bc_matrices.tar.gz\n",
    "\n",
    "# Or use wget\n",
    "!wget http://cf.10xgenomics.com/samples/cell-exp/2.1.0/pbmc8k/pbmc8k_filtered_gene_bc_matrices.tar.gz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Uncompress \n",
    "!tar xfz pbmc8k_filtered_gene_bc_matrices.tar.gz"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load counts matrix and gene list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# path to counts matrix and gene list\n",
    "input_dir = 'filtered_gene_bc_matrices/GRCh38/'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### The first time this is run, the counts matrix is loaded from the mtx file. An npz file is saved for fast loading in the future."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(8381, 33694)\n"
     ]
    }
   ],
   "source": [
    "# The raw counts matrix (E) should be a scipy sparse CSC matrix\n",
    "# with cells as rows and genes as columns\n",
    "\n",
    "if os.path.isfile(input_dir + '/matrix.npz'):\n",
    "    E = scipy.sparse.load_npz(input_dir + '/matrix.npz')\n",
    "else:\n",
    "    E = scipy.io.mmread(input_dir + '/matrix.mtx').T.tocsc()\n",
    "    scipy.sparse.save_npz(input_dir + '/matrix.npz', E, compressed=True)\n",
    "\n",
    "print(E.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Load gene names, appending \"\\__1\", \"\\__2\", etc. to genes that appear more than once."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "genes = np.array(scr.load_genes(input_dir + 'genes.tsv', delimiter='\\t', column=1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Check that the distribution of total counts per cell looks reasonable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'Number of cells')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x216 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "total_counts = E.sum(1).A.squeeze()\n",
    "\n",
    "fig, ax = plt.subplots(figsize = (5, 3))\n",
    "ax.hist(total_counts, bins = np.logspace(3, 5, 40))\n",
    "ax.set_xscale('log')\n",
    "ax.set_xlabel('Total counts')\n",
    "ax.set_ylabel('Number of cells')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Cell-level normalization by total counts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "E_norm = scr.tot_counts_norm(E)[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Filter genes based on expression level and variability"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1697 genes pass filter\n"
     ]
    }
   ],
   "source": [
    "gene_filter = scr.filter_genes(E_norm, min_vscore_pctl=85, min_counts=2, min_cells=3, show_vscore_plot=True)\n",
    "print('{} genes pass filter'.format(len(gene_filter)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Run PCA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "pca = scr.get_pca(E_norm[:,gene_filter], numpc = 30, keep_sparse = False, normalize = True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Calculate doublet scores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Simulating doublets\n",
      "Running KNN classifier\n",
      "Using approximate nearest neighbor search\n"
     ]
    }
   ],
   "source": [
    "# Outputs: \n",
    "#  doub_score: doublet scores for each cell\n",
    "#  doub_score_sim: doublet scores for simulated doublets; used for determining threshold for calling doublets\n",
    "\n",
    "doub_score, doub_score_sim = scr.predict_doublets(precomputed_pca=pca, \n",
    "                                                  exp_doub_rate = 0.1,\n",
    "                                                  total_counts=total_counts,\n",
    "                                                  sim_doublet_ratio=3,\n",
    "                                                  k=50, \n",
    "                                                  use_approx_nn=True\n",
    "                                                 )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### We'll want to visualize the doublet predictions on a 2-D embedding\n",
    "Get a force-directed graph layout"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using sklearn NearestNeighbors\n",
      "kNN graph built in 1.857 sec\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 16%|█▌        | 158/1000 [00:10<00:53, 15.73it/s]/Users/sam/miniconda3/envs/py27/lib/python2.7/site-packages/tqdm/_monitor.py:89: TqdmSynchronisationWarning: Set changed size during iteration (see https://github.com/tqdm/tqdm/issues/481)\n",
      "  TqdmSynchronisationWarning)\n",
      "100%|██████████| 1000/1000 [01:08<00:00, 14.64it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('BarnesHut Approximation', ' took ', '36.02', ' seconds')\n",
      "('Repulsion forces', ' took ', '25.71', ' seconds')\n",
      "('Gravitational forces', ' took ', '0.27', ' seconds')\n",
      "('Attraction forces', ' took ', '0.38', ' seconds')\n",
      "('AdjustSpeedAndApplyForces step', ' took ', '1.49', ' seconds')\n"
     ]
    }
   ],
   "source": [
    "edges = scr.get_knn_graph(pca, k=4, approx=False)[0]\n",
    "coords = scr.get_force_layout(edges, pca.shape[0], n_iter=1000, verbose=True, \n",
    "                                    gravity = 0.05, jitterTolerance=0.1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Check out the doublet score distribution. Manually set a threshold between the two peaks of the simulated doublet histogram."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "402/8381 = 4.8% of cells are predicted doublets.\n",
      "63.3% of doublets are predicted to be detectable.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "score_threshold = 0.3\n",
    "fig, axs = scr.plot_scrublet_results(coords, doub_score, doub_score_sim, \n",
    "                                     score_threshold, order_points=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Orient yourself by plotting some marker genes on the force layout\n",
    "Note that none of the doublet clusters has unique marker genes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "marker_genes = ['CD3D', 'NKG7', 'CD79A', 'LYZ', 'FCGR3A', 'FCER1A', 'IL3RA', 'PPBP']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "genes_to_plot = marker_genes\n",
    "\n",
    "x = coords[:,0]\n",
    "y = coords[:,1]\n",
    "\n",
    "ncol = 5\n",
    "nrow = len(genes_to_plot) / ncol + 1\n",
    "fig = plt.figure(figsize = (14.0 / 5 * ncol, 3 * nrow))\n",
    "for iG, g in enumerate(genes_to_plot):\n",
    "    ax = plt.subplot(nrow, ncol, iG + 1)\n",
    "    ax.set_xticks([])\n",
    "    ax.set_yticks([])\n",
    "    ax.set_title(g)\n",
    "    \n",
    "    k = list(genes).index(g)\n",
    "    color_dat = E_norm[:,k].A.squeeze()\n",
    "    \n",
    "    ax.scatter(x, y, c = color_dat, s = 5, cmap = scr.darken_cmap(plt.cm.Reds,0.9), \n",
    "               vmax = np.percentile(color_dat, 99), edgecolors='')\n",
    "    \n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
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